Optimize Deep Learning: Stabilize and Diagnose Models

This course is part of Systematic ML Optimization Specialization

Instructor: ansrsource instructors

Included with

Learn more

1 module

Gain insight into a topic and learn the fundamentals.

Intermediate level

Recommended experience

2 hours to complete

Flexible schedule

Learn at your own pace

1 module

Gain insight into a topic and learn the fundamentals.

Intermediate level

Recommended experience

2 hours to complete

Flexible schedule

Learn at your own pace

Details to know

Shareable certificate

Add to your LinkedIn profile

See how employees at top companies are mastering in-demand skills

Learn more about Coursera for Business

logos of Petrobras, TATA, Danone, Capgemini, P&G and L'Oreal

Build your subject-matter expertise

This course is part of the Systematic ML Optimization Specialization

When you enroll in this course, you'll also be enrolled in this Specialization.

Learn new concepts from industry experts
Gain a foundational understanding of a subject or tool
Develop job-relevant skills with hands-on projects
Earn a shareable career certificate

There is 1 module in this course

Financial plans are only as strong as the assumptions behind them. In this hands-on course, learners build a multi-year P&L projection that connects top-down market forecasts with bottom-up sales and cost assumptions, and then stress-test the plan to evaluate resilience under pressure. By the end of the course, learners will confidently model revenue and expenses over three years, run downside scenarios, and propose margin-preserving actions—all core skills for analysts and managers in FP&A, strategy, or operations.

Financial plans are only as strong as the assumptions behind them. In this hands-on course, you will build a multi-year P&L projection that connects top-down market forecasts with bottom-up sales and cost assumptions, and then stress-test the plan to evaluate resilience under pressure. By the end of the course, you will confidently model revenue and expenses over three years, run downside scenarios, and propose margin-preserving actions—all core skills for analysts and managers in FP&A, strategy, or operations.

What's included

6 videos2 readings4 assignments

6 videos Total 21 minutes

Why Deep Learning Models Become Unstable 2 minutes
Fixing Diverging Training With Initialization & Regularization 5 minutes
Using Normalization to Reduce Activation Drift 5 minutes
Diagnosing Vanishing Gradients 3 minutes
Diagnosing Exploding Gradients 4 minutes
Congratulations and Continuous Learning Journey 2 minutes

2 readings Total 16 minutes

Stabilizing Deep Learning Models 8 minutes
Understanding Gradient Flow and Training Dynamics 8 minutes

4 assignments Total 80 minutes

HOL: Stabilize a Segmentation Model 20 minutes
Practice Quiz: Model Stability Techniques 10 minutes
Hands-On Activity: Diagnose Gradient Flow and Stabilize Training 30 minutes
Graded Quiz: Understanding Gradient Signals and Stability 20 minutes

Earn a career certificate

Add this credential to your LinkedIn profile, resume, or CV. Share it on social media and in your performance review.

Instructor

ansrsource instructors

Coursera

115 Courses 6,189 learners

Offered by

Coursera

Explore more from Finance

Coursera
Project and Stress-Test Financial Plans
Course
Coursera
Optimize Deep Learning: Tune PyTorch Models
Course
Coursera
Optimize Deep Learning Models for Peak AI
Course
DeepLearning.AI
Improving Deep Neural Networks: Hyperparameter Tuning, Regularization and Optimization
Course

Why people choose Coursera for their career

Felipe M.

Learner since 2018

"To be able to take courses at my own pace and rhythm has been an amazing experience. I can learn whenever it fits my schedule and mood."

Jennifer J.

Learner since 2020

"I directly applied the concepts and skills I learned from my courses to an exciting new project at work."

Larry W.

Learner since 2021

"When I need courses on topics that my university doesn't offer, Coursera is one of the best places to go."

Chaitanya A.

"Learning isn't just about being better at your job: it's so much more than that. Coursera allows me to learn without limits."

Open new doors with Coursera Plus

Unlimited access to 10,000+ world-class courses, hands-on projects, and job-ready certificate programs - all included in your subscription

Learn more

Advance your career with an online degree

Earn a degree from world-class universities - 100% online

Explore degrees

Join over 3,400 global companies that choose Coursera for Business

Upskill your employees to excel in the digital economy

Learn more

Frequently asked questions

To access the course materials, assignments and to earn a Certificate, you will need to purchase the Certificate experience when you enroll in a course. You can try a Free Trial instead, or apply for Financial Aid. The course may offer 'Full Course, No Certificate' instead. This option lets you see all course materials, submit required assessments, and get a final grade. This also means that you will not be able to purchase a Certificate experience.

When you enroll in the course, you get access to all of the courses in the Specialization, and you earn a certificate when you complete the work. Your electronic Certificate will be added to your Accomplishments page - from there, you can print your Certificate or add it to your LinkedIn profile.

Yes. In select learning programs, you can apply for financial aid or a scholarship if you can’t afford the enrollment fee. If fin aid or scholarship is available for your learning program selection, you’ll find a link to apply on the description page.